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Multiple users replica selection in data grids for fair user satisfaction: A hybrid approach

机译:多个用户在数据网格中选择公平用户满意度:混合方法

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摘要

Replica selection in data grids aims to select the best replica location based on the quality-of-service parameters preferred by the user. This choice is important because of the limited number of available data resources in comparison with the large number of users. Typically, user requests are fulfilled in a first-in, first-out manner. This may satisfy the users at the beginning of the queue more than those at the end. Better results can be achieved by considering the requests of all users simultaneously, thereby leading to a higher level of overall satisfaction; however, this is a difficult task because it requires a vast order of magnitude to search through a huge set of users. Therefore, in this study, the proposed combination of hybrid of the genetic algorithm and user-preference algorithm is used to overcome this problem. The results overwhelmingly verify that the proposed hybrid approach outperformed previously known used methods significantly.
机译:数据网格中的副本选择旨在基于用户优选的服务质量参数选择最佳副本位置。由于与大量用户相比,这种选择是重要的,因为与大量用户相比,可用数据资源有限。通常,用户请求以先进先出的方式满足。这可以满足队列开头的用户超过最后的用户。通过同时考虑所有用户的要求,可以实现更好的结果,从而导致更高的整体满意度;但是,这是一项艰巨的任务,因为它需要大量的数量级来搜索一系列巨大的用户。因此,在本研究中,使用遗传算法和用户偏好算法的杂种的拟议组合来克服这个问题。结果压倒性地验证了所提出的混合方法显着优于先前已知的使用方法。

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